Mazza Group AI APIs
REMOTE · MAZZAGRP.COM
23 pay-per-call AI APIs for agents: x402, USDC on Base, no API keys.
Available components
Last scanned (1 hour ago)
Scores higher than 52% of remote servers
Reachable. Last reached 5 Nov 2026.
Category AI and Machine Learning
Recent critical change
Authorization (4 Nov 2026). See the changelog before you install this server.
How this component scores in each security and reliability category. Every signal is checked automatically against the live server, and we only credit what we can confirm. How we score → Why this is hard to score →
Endpoint Security66
- The endpoint's TLS certificate is valid, in date, and uses a strong key. View diagnostics → Pass
- Authorisation check failed: no authorisation is required to call this server, and it exposes a tool marked destructive (event_ops). See how to fix → View diagnostics → Fail
- HTTPS is enforced; there's no plaintext access path. View diagnostics → Pass
- The HSTS (Strict-Transport-Security) header is present. View diagnostics → Pass
- DNSSEC is configured correctly; the domain's records validate against the full chain to the root. View diagnostics → Pass
Transport & Reachability100
- Verified streamable-http transport via a live MCP handshake. View diagnostics → Pass
Schema Quality & AI Usability57
- AI-judged instruction clarity (fair).Partial
- Tool/resource definitions use about 1242 tokens (~54/item across 23 items; 23 tools + 0 resources), lean.Pass
- Usage-examples check failed: none of the tools include examples. See how to fix → Fail
Stability & Change Management7
- Stability observed for 2 of 30 days with no destabilising changes; credit accrues until the full window elapses.Partial
Tool Coverage100
- 100% of tools have a non-trivial description (not blank, and not just the tool's name).Pass
- 100% of tool parameters carry a description.Pass
Tool Safety100
- No prompt-injection markers were found in the server instructions, tool names or descriptions we captured.Pass
- All 1 tool(s) whose name or description implies an irreversible operation declare an MCP destructiveHint annotation.Pass
- An AI judge read all 24 captured unit(s) of tool text and found none that tries to manipulate the model reading it.Pass
Capabilities100
- Implements a supported MCP spec version (2025-11-25); the latest is 2026-07-28.Pass
Every change we have recorded for this component, newest first. Security-relevant changes are always shown. ▲ marks a change for the better, ▼ a change for the worse; unmarked changes are neutral.
- 5 Nov 26 +1
No change was recorded against any check on this day. Stability & Change Management went from 3 to 7. That category is still filling its 30-day observation window: 1 days of observed history at the previous scan, 2 at this one. The score rises as the window fills, whether or not the server changes.
- 4 Nov 26 +2
- Authorization: unverified → fail ▼ critical
- Tool “ai_consultation” is now declared destructive security
- Tool “autoflow” is now declared destructive security
- Tool “character_roleplay” is now declared destructive security
- Tool “chatbot” is now declared destructive security
- Tool “design_recommendations” is now declared destructive security
- Tool “desktop_assistant” is now declared destructive security
- Tool “event_ops” is now declared destructive security
- Tool “knowledge_recall” is now declared destructive security
- Tool “longform_qa” is now declared destructive security
- Tool “mcp_eval” is now declared destructive security
- Tool “model_arena” is now declared destructive security
- Tool “negotiation_advisor” is now declared destructive security
- Tool “puzzle_solver” is now declared destructive security
- Tool “rag_query” is now declared destructive security
- Tool “sheets_automation” is now declared destructive security
- Tool “simulation” is now declared destructive security
- Tool “storyforge” is now declared destructive security
- Tool “temporal_orchestration” is now declared destructive security
- Tool “text_to_sql” is now declared destructive security
- Tool “web_agent” is now declared destructive security
- Tool “workflow_automation” is now declared destructive security
- Tool “worldbuilder” is now declared destructive security
- Stability: unverified → 0.03 ▲ functional
- Destructive annotations: All 1 tool(s) whose name or description implies an irreversible operation declare an MCP destructiveHint annotation. functional
- 3 Nov 26 63
First indexed and scored.
Diagnostic detail from the automated scan of this channel: what the scanner observed at each step, so you can see exactly where a check passed or failed. It is informational only and never changes the trust score.
Captured 5 Nov 2026 · Probed https://mazzagrp.com/mcp
TLS valid
Negotiated TLS 1.3 with TLS_AES_128_GCM_SHA256 .
| Subject | Issuer | Valid from | Valid until | Key | Signature | Serial |
|---|---|---|---|---|---|---|
| CN=mazzagrp.com | CN=WE1,O=Google Trust Services,C=US | 26 Sept 2026 | 25 Dec 2026 | ECDSA 256 | ECDSA-SHA256 | 88267c7c85a7d2d50ef38b834b3bd5cc |
| SANs: mazzagrp.com, *.mazzagrp.com | ||||||
| CN=WE1,O=Google Trust Services,C=US (CA) | CN=GTS Root R4,O=Google Trust Services LLC,C=US | 13 Dec 2023 | 20 Feb 2029 | ECDSA 256 | ECDSA-SHA384 | 7ff31977972c224a76155d13b6d685e3 |
| CN=GTS Root R4,O=Google Trust Services LLC,C=US (CA) | CN=GlobalSign Root CA,OU=Root CA,O=GlobalSign nv-sa,C=BE | 15 Nov 2023 | 28 Jan 2028 | ECDSA 384 | SHA256-RSA | 7fe530bf331343bedd821610493d8a1b |
Background: What to check on a remote MCP endpoint →
DNSSEC secure
Validation of mazzagrp.com. — Secure
| Zone | DS | Keys | Algorithms | Outcome |
|---|---|---|---|---|
| . | trust_anchor | 20326, 38696 | 8, 8 | Verified |
| com. | present | 19718 | 13 | Verified |
| mazzagrp.com. | present | 2371 | 13 | Verified |
| mazzagrp.com. | Verified address RRset verified with the apex keys |
Authentication No authorisation required
The endpoint answered without asking for a token. Anyone who knows the URL can reach it.
| Result | No authorisation required |
|---|---|
| HTTP status | 200 |
| Header | Value |
|---|---|
| strict-transport-security | max-age=15552000; includeSubDomains |
Background: How OAuth 2.1 works in the 2026 MCP spec →
Transports 2 probes
| Transport | URL | Outcome | Status | Location |
|---|---|---|---|---|
| streamable-http | https://mazzagrp.com/mcp | Verified | 200 | |
| http (plaintext) | http://mazzagrp.com/mcp | HTTPS enforced | 301 | https://mazzagrp.com/mcp |
The tools this component advertises to a client, with an estimated token cost for each. Expand a tool to see its parameters and schema. The per-tool counts are indicative and are not scored directly; the schema's total context footprint is one signal in Schema Quality & AI Usability. A tool's description is untrusted text the model reads on every call, which is what makes this list a security surface and not just an inventory: how tool poisoning works →
ai_consultation ~52
AI consultation with a senior strategist. Price: $5.00/call (x402, USDC on Base).
| Name | Type | Req | Description |
|---|---|---|---|
| prompt | string | yes | The task, question, or input for this AI service. |
No output schema declared.
No examples provided.
autoflow ~50
AI-powered automated workflow orchestration. Price: $1.50/call (x402, USDC on Base).
| Name | Type | Req | Description |
|---|---|---|---|
| prompt | string | yes | The task, question, or input for this AI service. |
No output schema declared.
No examples provided.
character_roleplay ~50
AI character generation and development. Price: $0.10/call (x402, USDC on Base).
| Name | Type | Req | Description |
|---|---|---|---|
| prompt | string | yes | The task, question, or input for this AI service. |
No output schema declared.
No examples provided.
chatbot ~48
Conversational AI chatbot interaction. Price: $1.00/call (x402, USDC on Base).
| Name | Type | Req | Description |
|---|---|---|---|
| prompt | string | yes | The task, question, or input for this AI service. |
No output schema declared.
No examples provided.
demo_free ~50
One real LLM answer, no payment — validates the x402 flow before you pay. FREE — no payment required.
| Name | Type | Req | Description |
|---|---|---|---|
| prompt | string | yes | The task, question, or input for this AI service. |
No output schema declared.
No examples provided.
design_recommendations ~53
AI-assisted design recommendations and mockups. Price: $0.80/call (x402, USDC on Base).
| Name | Type | Req | Description |
|---|---|---|---|
| prompt | string | yes | The task, question, or input for this AI service. |
No output schema declared.
No examples provided.
desktop_assistant ~49
Desktop application AI assistant. Price: $1.50/call (x402, USDC on Base).
| Name | Type | Req | Description |
|---|---|---|---|
| prompt | string | yes | The task, question, or input for this AI service. |
No output schema declared.
No examples provided.
event_ops ~72
Event planning & operations for catering/corporate/hospitality agents: run-of-show, staffing, risk, vendor negotiation, budget guardrails. Price: $2.50/call (x402, USDC on Base).
| Name | Type | Req | Description |
|---|---|---|---|
| prompt | string | yes | The task, question, or input for this AI service. |
No output schema declared.
No examples provided.
knowledge_recall ~50
Memory recall and context retrieval. Price: $0.20/call (x402, USDC on Base).
| Name | Type | Req | Description |
|---|---|---|---|
| prompt | string | yes | The task, question, or input for this AI service. |
No output schema declared.
No examples provided.
longform_qa ~53
Long-form question answering with deep analysis. Price: $1.00/call (x402, USDC on Base).
| Name | Type | Req | Description |
|---|---|---|---|
| prompt | string | yes | The task, question, or input for this AI service. |
No output schema declared.
No examples provided.
mcp_eval ~54
MCP (Model Context Protocol) evaluation and scoring. Price: $2.00/call (x402, USDC on Base).
| Name | Type | Req | Description |
|---|---|---|---|
| prompt | string | yes | The task, question, or input for this AI service. |
No output schema declared.
No examples provided.
model_arena ~51
AI model comparison and benchmarking arena. Price: $1.20/call (x402, USDC on Base).
| Name | Type | Req | Description |
|---|---|---|---|
| prompt | string | yes | The task, question, or input for this AI service. |
No output schema declared.
No examples provided.
negotiation_advisor ~51
AI negotiation assistant and strategy advisor. Price: $1.50/call (x402, USDC on Base).
| Name | Type | Req | Description |
|---|---|---|---|
| prompt | string | yes | The task, question, or input for this AI service. |
No output schema declared.
No examples provided.
puzzle_solver ~49
AI puzzle generation and solving. Price: $0.80/call (x402, USDC on Base).
| Name | Type | Req | Description |
|---|---|---|---|
| prompt | string | yes | The task, question, or input for this AI service. |
No output schema declared.
No examples provided.
rag_query ~50
Retrieval-augmented generation pipeline. Price: $1.50/call (x402, USDC on Base).
| Name | Type | Req | Description |
|---|---|---|---|
| prompt | string | yes | The task, question, or input for this AI service. |
No output schema declared.
No examples provided.
sheets_automation ~52
AI spreadsheet formula generation and data analysis. Price: $1.00/call (x402, USDC on Base).
| Name | Type | Req | Description |
|---|---|---|---|
| prompt | string | yes | The task, question, or input for this AI service. |
No output schema declared.
No examples provided.
simulation ~48
AI scenario simulation and modeling. Price: $2.00/call (x402, USDC on Base).
| Name | Type | Req | Description |
|---|---|---|---|
| prompt | string | yes | The task, question, or input for this AI service. |
No output schema declared.
No examples provided.
storyforge ~52
AI-powered creative story generation and worldbuilding. Price: $0.60/call (x402, USDC on Base).
| Name | Type | Req | Description |
|---|---|---|---|
| prompt | string | yes | The task, question, or input for this AI service. |
No output schema declared.
No examples provided.
temporal_orchestration ~51
Temporal workflow orchestration assistant. Price: $0.80/call (x402, USDC on Base).
| Name | Type | Req | Description |
|---|---|---|---|
| prompt | string | yes | The task, question, or input for this AI service. |
No output schema declared.
No examples provided.
text_to_sql ~52
AI-powered SQL query generation and optimization. Price: $1.20/call (x402, USDC on Base).
| Name | Type | Req | Description |
|---|---|---|---|
| prompt | string | yes | The task, question, or input for this AI service. |
No output schema declared.
No examples provided.
web_agent ~53
AI web agent for autonomous browsing and task execution. Price: $1.80/call (x402, USDC on Base).
| Name | Type | Req | Description |
|---|---|---|---|
| prompt | string | yes | The task, question, or input for this AI service. |
No output schema declared.
No examples provided.
workflow_automation ~52
AI-powered workflow automation design and implementation. Price: $15.00/call (x402, USDC on Base).
| Name | Type | Req | Description |
|---|---|---|---|
| prompt | string | yes | The task, question, or input for this AI service. |
No output schema declared.
No examples provided.
worldbuilder ~55
AI worldbuilding for fiction, games, and RPGs. Price: $2.00/call (x402, USDC on Base).
| Name | Type | Req | Description |
|---|---|---|---|
| prompt | string | yes | The task, question, or input for this AI service. |
No output schema declared.
No examples provided.
How do I install the Mazza Group AI APIs MCP server?
Mazza Group AI APIs is a hosted endpoint at https://mazzagrp.com/mcp, so there is nothing to install locally. Ready-made configuration for Claude, Cursor, VS Code, Codex and 5 more is on this page, copied from each client's own documentation.
remote · mazzagrp.com
claude mcp add --transport http com-mazzagrp-mcp 'https://mazzagrp.com/mcp'
What is the Mazza Group AI APIs MCP server?
Mazza Group AI APIs is an MCP server listed in the public MCP registry as com.mazzagrp/mcp. 23 pay-per-call AI APIs for agents: x402, USDC on Base, no API keys. This page covers its hosted endpoint (https://mazzagrp.com/mcp).
Is the Mazza Group AI APIs MCP server safe to use?
Mazza Group AI APIs scores 66 out of 100 on VerifyMCP. That is a record of what we were able to check automatically, not an endorsement. The category breakdown on this page shows every signal behind the number, including the ones we could not confirm.
What tools does the Mazza Group AI APIs MCP server expose?
Mazza Group AI APIs exposes 23 tools: demo_free, event_ops, ai_consultation, workflow_automation, chatbot, and 18 more. Their descriptions and schemas cost roughly 1,197 tokens of context every time the server is loaded.
Does the Mazza Group AI APIs MCP server require authentication?
No. We connected to Mazza Group AI APIs without credentials and it answered, so anything it exposes is reachable by anyone who knows the address.
Is the Mazza Group AI APIs MCP server still maintained?
Mazza Group AI APIs is still listed as active in the MCP registry. We last reached this channel on 5 November 2026. Those dates come from our own scans of the registry and the channel itself, not from anything the publisher announced.